{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第4章 模板匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1 简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这一章中，我们将重点介绍模板匹配的原理以及应用实战。模板匹配是数字图像处理的重要组成部分之一，把不同传感器或同一传感器在不同时间、不同成像条件下对同一景物获取的两幅或多幅图像在空间上对准，或根据已知模式到另一幅图中寻找相应模式的处理方法就叫做模板匹配。简单来说，在计算机视觉中，模板匹配的目的是要在一张图片中找到与模板图片相似度最高的那一部分。根据目标的数目，我们可以将模板匹配分为单目标模板匹配和多目标模板匹配。那么接下来，就让我们一起来学习模板匹配的相关知识。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 模板匹配原理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.1 计算步骤"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们已经知晓模板匹配任务的具体内容。对于一张模板图像$T$和输入图像$I$，令其大小分别为$w\\times h$、$W\\times H$，我们可以遵循以下的计算流程去在$I$中寻找与$T$最相似的图像：\n",
    "\n",
    "1. 令模板图像在输入图像上进行滑动，比较在模板图像下模板与输入图像的子图的相似度；\n",
    "2. 当模板图像在输入图像上滑动完毕后，我们将得到一个相似度矩阵，每一个元素在矩阵中所处的位置表示模板图像滑动到输入图像中左上角的位置，元素的值表示在该位置处模板模板与输入图像子图的相似度。不难得出，矩阵的大小为$(W-w+1,H-h+1)$；\n",
    "3. 获得相似度矩阵之后，查找元素最大值所在的位置，并将其作为输入图像中匹配区域左上角的坐标，将$(w,h)$作为匹配区域的宽度和高度。该区域便是输入图像中与模板图像最相似的区域。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"muban.png\" width=500>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图4-1 模板匹配示意</div>\n",
    "</center>\n",
    "\n",
    "\n",
    "\n",
    "如图 4-1 所示，我们需要在右边的图中寻找与左图最相似的部分，因此我们将模板图像从输入图像的左上角开始（即右图中黄色框的位置），进行滑动，分别计算每一个位置的相似度，并将具有最大相似度的子图作为输出。如此一来，我们便可实现模板匹配的相关功能。\n",
    "\n",
    "不过，我们该如何计算相似度呢？接下来，我们将介绍几种相似度的度量指标。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.2 相似度度量指标"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在开始介绍之前，我们先对一些数学符号进行定义。$T$表示模板图片，$I$表示输入图片，$R$表示相似度矩阵，$(x,y)$表示输入图像中的某一个位置。为了更好的表示，我们将计算模板图片与输入图像中$(x,y)$处子图的相似度函数。我们选择以下两种不同的度量指标分别进行介绍："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.2.2.1 标准化差值平方和匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "该指标计算模板与某个子图的对应像素的差值平方和，越相似值越小。计算公式为：\n",
    "\n",
    "$$R(x, y)=\\frac{\\sum_{x^{\\prime}, y^{\\prime}}\\left(T\\left(x^{\\prime}, y^{\\prime}\\right)-I\\left(x+x^{\\prime}, y+y^{\\prime}\\right)\\right)^{2}}{\\sqrt{\\sum_{x^{\\prime}, y^{\\prime}} T\\left(x^{\\prime}, y^{\\prime}\\right)^{2} \\sum_{x^{\\prime}, y^{\\prime}} I\\left(x+x^{\\prime}, y+y^{\\prime}\\right)^{2}}}$$\n",
    "\n",
    "其中，$(x,y)$是$I$中模板滑动到的位置左上角的坐标，$(x^{\\prime}, y^{\\prime})$是相对于模板而言当前子图的像素点的坐标。换言之，$(x+x^{\\prime}, y+y^{\\prime})$是当前子图的像素点相对于$I$的绝对坐标。\n",
    "\n",
    "我们使用标准化是为了保证图像和模板同时变亮或变暗时，相关度不发生变化，也增加了该度量指标的鲁棒性。该指标可以用cv2.TM_SQDIEF_NORMED()实现。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.2.2.2 标准化相关匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将模板与子图的对应位置元素相乘并求和，再加以标准化即可，越相似值越大，公式为：\n",
    "\n",
    "$$R(x, y)=\\frac{\\sum_{x^{\\prime}, y^{\\prime}}\\left(T\\left(x^{\\prime}, y^{\\prime}\\right) \\times I\\left(x+x^{\\prime}, y+y^{\\prime}\\right)\\right)}{\\sqrt{\\sum_{x^{\\prime}, y^{\\prime}} T\\left(x^{\\prime}, y^{\\prime}\\right)^{2} \\sum_{x^{\\prime}, y^{\\prime}} I\\left(x+x^{\\prime}, y+y^{\\prime}\\right)^{2}}}$$\n",
    "\n",
    "和标准化差值平方和匹配相同，当图像和模板同时变亮或变暗时，利用标准化相关匹配计算的相似度不发生变化。该度量指标可以通过cv2.TM_CCORR_NORMED()实现。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 模板匹配示例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们将在代码中进行模板匹配方法的编写。我们先进行单目标匹配，并用不同的相似度度量指标进行评价。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "class temp_match_single():\n",
    "    def __init__(self, img, temp):\n",
    "        self.img = img\n",
    "        self.temp = temp\n",
    "    \n",
    "    def show_origin(self):\n",
    "        plt.imshow(self.temp, cmap='gray')\n",
    "        plt.title('Template Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "\n",
    "        plt.imshow(self.img, cmap='gray')\n",
    "        plt.title('Target Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "    \n",
    "    def match(self):\n",
    "        w, h = self.temp.shape[::-1]\n",
    "        methods = ['cv2.TM_SQDIFF_NORMED', 'cv2.TM_CCORR_NORMED']\n",
    "        for i, meth in enumerate(methods):\n",
    "            # 进行模板匹配\n",
    "            method = eval(meth)\n",
    "            res = cv2.matchTemplate(self.img, self.temp, method)\n",
    "            min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)\n",
    "\n",
    "            # 两种方法一种是值越大越相似，另一种相反，因此需分类讨论\n",
    "            if method is cv2.TM_SQDIFF_NORMED:\n",
    "                top_left = min_loc\n",
    "            else:\n",
    "                top_left = max_loc\n",
    "            bottom_right = (top_left[0] + w, top_left[1] + h)\n",
    "            cv2.rectangle(self.img, top_left, bottom_right, 255, 2)\n",
    "            plt.imshow(self.img, cmap='gray')\n",
    "            plt.title('Matching Result by {}'.format(meth)), plt.xticks([]), plt.yticks([])\n",
    "            plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('lena.jpeg', 0)\n",
    "template = cv2.imread('lena_small.png', 0)\n",
    "\n",
    "test = temp_match_single(img, template)\n",
    "test.show_origin()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test.match()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不难看出，使用不同的指标均可以达到相同的结果，我们也成功的在图片中找到了与模板最为相似的部分。\n",
    "\n",
    "在下面的实验中，我们将进行多目标模板匹配。与单目标模板匹配不同的是，在多目标任务中，我们需要设定一个阈值。当相似度大于（或小于）该阈值时，即可认为输入图像的子图即为需要匹配的对象。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "class temp_match_multi():\n",
    "    def __init__(self, img, temp):\n",
    "        self.img = img\n",
    "        self.temp = temp\n",
    "        \n",
    "    def show_origin(self):\n",
    "        plt.imshow(self.temp, cmap='gray')\n",
    "        plt.title('Template Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "\n",
    "        plt.imshow(self.img, cmap='gray')\n",
    "        plt.title('Target Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "        \n",
    "    def match(self):\n",
    "        w, h = self.temp.shape[::-1]\n",
    "        method = eval('cv2.TM_CCORR_NORMED')\n",
    "        res = cv2.matchTemplate(self.img, self.temp, method)\n",
    "        threshold = 0.98\n",
    "        loc = np.where(res >= threshold)\n",
    "        for pt in zip(*loc[::-1]):\n",
    "            cv2.rectangle(self.img, pt, (pt[0] + w, pt[1] + h), (255, 255, 255), 2)\n",
    "        plt.imshow(self.img, cmap='gray')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('img.jpeg', 0)\n",
    "template = cv2.imread('temp.jpg', 0)\n",
    "\n",
    "test_multi = temp_match_multi(img, template)\n",
    "test_multi.show_origin()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_multi.match()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.4 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在本章中，我们学习了模板匹配的原理及其应用。我们首先学习模板匹配的计算流程，并就不同的相关系数进行相应的介绍，接着，我们分别进行了单目标和多目标的模板匹配任务的实现。我们使用的方法主要是对图像的像素值进行直接处理计算所得，除此之外，也有一些别的方法可以实现模板匹配，比如利用梯度与模板边缘信息等等进行匹配，这里不一一介绍，感兴趣的同学可以自行查阅相关资料。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
